最近忙著比賽的事項~ 所以有點久沒有來po文了~ XDD~
How to Write a Spelling Corrector.這是今天Lab所發出來的訊息~ 重點就在於「Spelling Corrector」拼字檢查器,就類似像Google所提供的功能~ 當我們拼字錯誤時,它能提供建議修正~ 詳細的演算法請參考上述網頁資源~
底下我加上一些小程式方便測試:
import re, collections
def words(text):
return re.findall('[a-z]+', text.lower())
def train(features):
model = collections.defaultdict(lambda: 1)
for f in features:
model[f] += 1
return model
NWORDS = train(words(file('big.txt').read()))
alphabet = 'abcdefghijklmnopqrstuvwxyz'
def edits1(word):
n = len(word)
return set([word[0:i]+word[i+1:] for i in range(n)] + # deletion
[word[0:i]+word[i+1]+word[i]+word[i+2:] for i in range(n-1)] + # transposition
[word[0:i]+c+word[i+1:] for i in range(n) for c in alphabet] + # alteration
[word[0:i]+c+word[i:] for i in range(n+1) for c in alphabet]) # insertion
def known_edits2(word):
return set(e2 for e1 in edits1(word) for e2 in edits1(e1) if e2 in NWORDS)
def known(words):
return set(w for w in words if w in NWORDS)
def correct(word):
candidates = known([word]) or known(edits1(word)) or known_edits2(word) or [word]
return max(candidates, key=lambda w: NWORDS[w])
if __name__ == "__main__":
running = True
while running:
str = raw_input('Please input a word: ')
if str == 'q':
running = False
else:
print correct(str)
else:
print 'Done'
執行結果:(按Q離開程式)
C:\>corrector.py Please input a word: speling spelling Please input a word: korrecter corrected Please input a word: q Done
執行效率似乎還蠻快的~ 有空再來深入看看~ 不過我想是沒空了...... XD
